Pandas Profiling Report

Dataset statistics

Number of variables	84
Number of observations	7041
Missing cells	119806
Missing cells (%)	20.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	33.0 MiB
Average record size in memory	4.8 KiB

Variable types

CAT	84

Reproduction

Analysis started	2021-04-08 15:48:34.950451
Analysis finished	2021-04-08 15:49:18.582107
Duration	43.63 seconds
Version	pandas-profiling v2.7.1
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`nplv` has a high cardinality: 7041 distinct values	High cardinality
`DT` has a high cardinality: 7041 distinct values	High cardinality
`t вып-обр` has a high cardinality: 82 distinct values	High cardinality
`t обработка` has a high cardinality: 816 distinct values	High cardinality
`t под током` has a high cardinality: 1155 distinct values	High cardinality
`t продувка` has a high cardinality: 831 distinct values	High cardinality
`ПСН гр.` has a high cardinality: 4296 distinct values	High cardinality
`чист расход C` has a high cardinality: 6243 distinct values	High cardinality
`чист расход Cr` has a high cardinality: 3115 distinct values	High cardinality
`чист расход Mn` has a high cardinality: 6320 distinct values	High cardinality
`чист расход Si` has a high cardinality: 6265 distinct values	High cardinality
`чист расход V` has a high cardinality: 4645 distinct values	High cardinality
`температура первая` has a high cardinality: 154 distinct values	High cardinality
`температура последняя` has a high cardinality: 109 distinct values	High cardinality
`Ar (интенс.)` has a high cardinality: 6423 distinct values	High cardinality
`N2 (интенс.)` has a high cardinality: 1389 distinct values	High cardinality
`эл. энергия (интенс.)` has a high cardinality: 6362 distinct values	High cardinality
`произв жидкая сталь` has a high cardinality: 226 distinct values	High cardinality
`расход газ Ar` has a high cardinality: 5556 distinct values	High cardinality
`расход газ N2` has a high cardinality: 1341 distinct values	High cardinality
`расход C пров.` has a high cardinality: 593 distinct values	High cardinality
`сыпуч известь РП` has a high cardinality: 469 distinct values	High cardinality
`сыпуч кокс пыль УСТК` has a high cardinality: 307 distinct values	High cardinality
`сыпуч кокс. мелочь КМ1` has a high cardinality: 691 distinct values	High cardinality
`сыпуч шпат плав.` has a high cardinality: 197 distinct values	High cardinality
`ферспл FeV азот.` has a high cardinality: 83 distinct values	High cardinality
`ферспл FeV-80` has a high cardinality: 692 distinct values	High cardinality
`ферспл Mn5Si65Al0.5` has a high cardinality: 399 distinct values	High cardinality
`ферспл Ni H1 пласт.` has a high cardinality: 80 distinct values	High cardinality
`ферспл SiMn18` has a high cardinality: 528 distinct values	High cardinality
`ферспл ферванит` has a high cardinality: 199 distinct values	High cardinality
`ферспл фх850А` has a high cardinality: 398 distinct values	High cardinality
`эл. энергия` has a high cardinality: 3132 distinct values	High cardinality
`химсталь первый C_1` has a high cardinality: 417 distinct values	High cardinality
`химсталь первый Cr_1` has a high cardinality: 371 distinct values	High cardinality
`химсталь первый Cu_1` has a high cardinality: 101 distinct values	High cardinality
`химсталь первый Mn_1` has a high cardinality: 404 distinct values	High cardinality
`химсталь первый Ni_1` has a high cardinality: 115 distinct values	High cardinality
`химсталь первый Si_1` has a high cardinality: 384 distinct values	High cardinality
`химсталь последний C` has a high cardinality: 226 distinct values	High cardinality
`химсталь последний Cr` has a high cardinality: 206 distinct values	High cardinality
`химсталь последний Cu` has a high cardinality: 100 distinct values	High cardinality
`химсталь последний Mn` has a high cardinality: 261 distinct values	High cardinality
`химсталь последний Ni` has a high cardinality: 112 distinct values	High cardinality
`химсталь последний Si` has a high cardinality: 256 distinct values	High cardinality
`химсталь последний V` has a high cardinality: 54 distinct values	High cardinality
`химшлак первый Al2O3_1` has a high cardinality: 73 distinct values	High cardinality
`химшлак первый CaO_1` has a high cardinality: 298 distinct values	High cardinality
`химшлак первый FeO_1` has a high cardinality: 54 distinct values	High cardinality
`химшлак первый MgO_1` has a high cardinality: 236 distinct values	High cardinality
`химшлак первый MnO_1` has a high cardinality: 152 distinct values	High cardinality
`химшлак первый SiO2_1` has a high cardinality: 149 distinct values	High cardinality
`химшлак последний Al2O3` has a high cardinality: 70 distinct values	High cardinality
`химшлак последний CaO` has a high cardinality: 229 distinct values	High cardinality
`химшлак последний MgO` has a high cardinality: 192 distinct values	High cardinality
`химшлак последний MnO` has a high cardinality: 61 distinct values	High cardinality
`химшлак последний SiO2` has a high cardinality: 116 distinct values	High cardinality
`t вып-обр` has 597 (8.5%) missing values	Missing
`t обработка` has 601 (8.5%) missing values	Missing
`t под током` has 601 (8.5%) missing values	Missing
`t продувка` has 597 (8.5%) missing values	Missing
`ПСН гр.` has 1792 (25.5%) missing values	Missing
`чист расход C` has 606 (8.6%) missing values	Missing
`чист расход Cr` has 1158 (16.4%) missing values	Missing
`чист расход Mn` has 610 (8.7%) missing values	Missing
`чист расход Si` has 610 (8.7%) missing values	Missing
`чист расход V` has 863 (12.3%) missing values	Missing
`температура первая` has 605 (8.6%) missing values	Missing
`температура последняя` has 605 (8.6%) missing values	Missing
`Ar (интенс.)` has 615 (8.7%) missing values	Missing
`N2 (интенс.)` has 5652 (80.3%) missing values	Missing
`эл. энергия (интенс.)` has 601 (8.5%) missing values	Missing
`произв жидкая сталь` has 597 (8.5%) missing values	Missing
`произв количество обработок` has 597 (8.5%) missing values	Missing
`произв количество плавок` has 597 (8.5%) missing values	Missing
`произв количество плавок (цел)` has 597 (8.5%) missing values	Missing
`расход газ Ar` has 615 (8.7%) missing values	Missing
`расход газ N2` has 5652 (80.3%) missing values	Missing
`расход C пров.` has 6317 (89.7%) missing values	Missing
`сыпуч известь РП` has 2271 (32.3%) missing values	Missing
`сыпуч кварцит` has 7028 (99.8%) missing values	Missing
`сыпуч кокс пыль УСТК` has 619 (8.8%) missing values	Missing
`сыпуч кокс. мелочь (сух.)` has 7034 (99.9%) missing values	Missing
`сыпуч кокс. мелочь КМ1` has 734 (10.4%) missing values	Missing
`сыпуч шпат плав.` has 1131 (16.1%) missing values	Missing
`ферспл CaC2` has 797 (11.3%) missing values	Missing
`ферспл FeMo` has 7008 (99.5%) missing values	Missing
`ферспл FeSi-75` has 7036 (99.9%) missing values	Missing
`ферспл FeV азот.` has 6658 (94.6%) missing values	Missing
`ферспл FeV-80` has 862 (12.2%) missing values	Missing
`ферспл Mn5Si65Al0.5` has 641 (9.1%) missing values	Missing
`ферспл Ni H1 пласт.` has 6959 (98.8%) missing values	Missing
`ферспл SiMn18` has 643 (9.1%) missing values	Missing
`ферспл ферванит` has 6024 (85.6%) missing values	Missing
`ферспл фх850А` has 1158 (16.4%) missing values	Missing
`эл. энергия` has 601 (8.5%) missing values	Missing
`химсталь первый Al_1` has 597 (8.5%) missing values	Missing
`химсталь первый C_1` has 597 (8.5%) missing values	Missing
`химсталь первый Cr_1` has 597 (8.5%) missing values	Missing
`химсталь первый Cu_1` has 597 (8.5%) missing values	Missing
`химсталь первый Mn_1` has 597 (8.5%) missing values	Missing
`химсталь первый Mo_1` has 598 (8.5%) missing values	Missing
`химсталь первый N_1` has 598 (8.5%) missing values	Missing
`химсталь первый Ni_1` has 597 (8.5%) missing values	Missing
`химсталь первый P_1` has 597 (8.5%) missing values	Missing
`химсталь первый S_1` has 597 (8.5%) missing values	Missing
`химсталь первый Si_1` has 597 (8.5%) missing values	Missing
`химсталь первый Ti_1` has 597 (8.5%) missing values	Missing
`химсталь первый V_1` has 597 (8.5%) missing values	Missing
`химсталь последний Al` has 597 (8.5%) missing values	Missing
`химсталь последний C` has 597 (8.5%) missing values	Missing
`химсталь последний Ca` has 823 (11.7%) missing values	Missing
`химсталь последний Cr` has 597 (8.5%) missing values	Missing
`химсталь последний Cu` has 597 (8.5%) missing values	Missing
`химсталь последний Mn` has 597 (8.5%) missing values	Missing
`химсталь последний Mo` has 597 (8.5%) missing values	Missing
`химсталь последний N` has 599 (8.5%) missing values	Missing
`химсталь последний Ni` has 597 (8.5%) missing values	Missing
`химсталь последний P` has 597 (8.5%) missing values	Missing
`химсталь последний S` has 597 (8.5%) missing values	Missing
`химсталь последний Si` has 597 (8.5%) missing values	Missing
`химсталь последний Ti` has 597 (8.5%) missing values	Missing
`химсталь последний V` has 597 (8.5%) missing values	Missing
`химшлак первый Al2O3_1` has 2299 (32.7%) missing values	Missing
`химшлак первый CaO_1` has 597 (8.5%) missing values	Missing
`химшлак первый FeO_1` has 597 (8.5%) missing values	Missing
`химшлак первый MgO_1` has 598 (8.5%) missing values	Missing
`химшлак первый MnO_1` has 597 (8.5%) missing values	Missing
`химшлак первый R_1` has 597 (8.5%) missing values	Missing
`химшлак первый SiO2_1` has 2299 (32.7%) missing values	Missing
`химшлак последний Al2O3` has 2299 (32.7%) missing values	Missing
`химшлак последний CaO` has 597 (8.5%) missing values	Missing
`химшлак последний FeO` has 597 (8.5%) missing values	Missing
`химшлак последний MgO` has 598 (8.5%) missing values	Missing
`химшлак последний MnO` has 597 (8.5%) missing values	Missing
`химшлак последний R` has 597 (8.5%) missing values	Missing
`химшлак последний SiO2` has 2299 (32.7%) missing values	Missing
`nplv` is uniformly distributed	Uniform
`DT` is uniformly distributed	Uniform
`чист расход C` is uniformly distributed	Uniform
`чист расход Mn` is uniformly distributed	Uniform
`чист расход Si` is uniformly distributed	Uniform
`чист расход V` is uniformly distributed	Uniform
`Ar (интенс.)` is uniformly distributed	Uniform
`N2 (интенс.)` is uniformly distributed	Uniform
`эл. энергия (интенс.)` is uniformly distributed	Uniform
`расход газ Ar` is uniformly distributed	Uniform
`расход газ N2` is uniformly distributed	Uniform
`расход C пров.` is uniformly distributed	Uniform
`сыпуч кокс. мелочь (сух.)` is uniformly distributed	Uniform
`ферспл FeMo` is uniformly distributed	Uniform
`ферспл Ni H1 пласт.` is uniformly distributed	Uniform
`эл. энергия` is uniformly distributed	Uniform
`nplv` has unique values	Unique
`DT` has unique values	Unique

nplv
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct count	7041
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	430.0 KiB

г683863?;67	1
г6838638;;;	1
г68386376=8	1
г683863=7;>	1
г6838637<<<	1
Other values (7036)	7036

Value	Count	Frequency (%)
г683863?;67	1	< 0.1%
г6838638;;;	1	< 0.1%
г68386376=8	1	< 0.1%
г683863=7;>	1	< 0.1%
г6838637<<<	1	< 0.1%
г683863>8;;	1	< 0.1%
г6838637?6;	1	< 0.1%
г683863<8=:	1	< 0.1%
г683863<9=6	1	< 0.1%
г683863><9<	1	< 0.1%
Other values (7031)	7031	99.9%

Length

Max length	11
Mean length	11
Min length	11

Value	Count	Frequency (%)
Decimal_Number	5	41.7%
Math_Symbol	3	25.0%
Other_Punctuation	3	25.0%
Lowercase_Letter	1	8.3%

Value	Count	Frequency (%)
Common	11	91.7%
Cyrillic	1	8.3%

Value	Count	Frequency (%)
ASCII	11	91.7%
Cyrillic	1	8.3%

DT
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct count	7041
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	430.0 KiB

2070-07-29 08:00:00	1
2070-11-20 20:18:00	1
2071-04-13 02:31:00	1
2070-10-22 01:26:00	1
2071-03-03 05:06:00	1
Other values (7036)	7036

Value	Count	Frequency (%)
2070-07-29 08:00:00	1	< 0.1%
2070-11-20 20:18:00	1	< 0.1%
2071-04-13 02:31:00	1	< 0.1%
2070-10-22 01:26:00	1	< 0.1%
2071-03-03 05:06:00	1	< 0.1%
2070-12-28 05:33:00	1	< 0.1%
2070-08-17 16:35:00	1	< 0.1%
2071-01-13 13:18:00	1	< 0.1%
2070-08-04 08:16:00	1	< 0.1%
2070-11-19 19:24:00	1	< 0.1%
Other values (7031)	7031	99.9%

Length

Max length	19
Mean length	19
Min length	19

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Space_Separator	1	7.7%
Other_Punctuation	1	7.7%
Dash_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	13	100.0%

Value	Count	Frequency (%)
ASCII	13	100.0%

МАРКА
Categorical

Distinct count	18
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	430.0 KiB

Э76ХФ	4953
Э90ХАФ	1384
Э73Ф	227
Э76Ф	86
Ш2.2	59
Other values (13)	332

Value	Count	Frequency (%)
Э76ХФ	4953	70.3%
Э90ХАФ	1384	19.7%
Э73Ф	227	3.2%
Э76Ф	86	1.2%
Ш2.2	59	0.8%
Э76	56	0.8%
R350HT	54	0.8%
900А	54	0.8%
Э76ХАФ	50	0.7%
R260	35	0.5%
Other values (8)	83	1.2%

Length

Max length	6
Mean length	5.112484022
Min length	2

Value	Count	Frequency (%)
Uppercase_Letter	13	52.0%
Decimal_Number	8	32.0%
Lowercase_Letter	3	12.0%
Other_Punctuation	1	4.0%

Value	Count	Frequency (%)
Cyrillic	12	48.0%
Common	9	36.0%
Latin	4	16.0%

Value	Count	Frequency (%)
ASCII	13	52.0%
Cyrillic	12	48.0%

ПРОФИЛЬ
Categorical

Distinct count	18
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	430.0 KiB

Р65	6427
ОР65	221
60E1	95
Шар заг d шара 80-100 мм 2,3 гр.	59
Рельсы трамвайные	56
Other values (13)	183

Value	Count	Frequency (%)
Р65	6427	91.3%
ОР65	221	3.1%
60E1	95	1.3%
Шар заг d шара 80-100 мм 2,3 гр.	59	0.8%
Рельсы трамвайные	56	0.8%
UIC54	54	0.8%
Р50	44	0.6%
136 RE	17	0.2%
Шар заг d шара 80-100 мм 4 гр.	17	0.2%
Шары мелющие d 80-100 мм	14	0.2%
Other values (8)	37	0.5%

Length

Max length	32
Mean length	3.559011504
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	23	45.1%
Uppercase_Letter	14	27.5%
Decimal_Number	8	15.7%
Other_Punctuation	2	3.9%
Open_Punctuation	1	2.0%
Close_Punctuation	1	2.0%
Space_Separator	1	2.0%
Dash_Punctuation	1	2.0%

Value	Count	Frequency (%)
Cyrillic	31	60.8%
Common	14	27.5%
Latin	6	11.8%

Value	Count	Frequency (%)
Cyrillic	31	60.8%
ASCII	20	39.2%

t вып-обр
Categorical

HIGH CARDINALITY
MISSING

Distinct count	82
Unique (%)	1.3%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

6,0	227
7,0	213
8,0	180
27,0	163
30,0	161
Other values (77)	5500

Value	Count	Frequency (%)
6,0	227	3.2%
7,0	213	3.0%
8,0	180	2.6%
27,0	163	2.3%
30,0	161	2.3%
25,0	161	2.3%
26,0	159	2.3%
13,0	155	2.2%
9,0	153	2.2%
10,0	149	2.1%
Other values (72)	4723	67.1%
(Missing)	597	8.5%

Length

Max length	4
Mean length	3.774037779
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	71.4%
Lowercase_Letter	2	14.3%
Other_Punctuation	1	7.1%
Dash_Punctuation	1	7.1%

Value	Count	Frequency (%)
Common	12	85.7%
Latin	2	14.3%

Value	Count	Frequency (%)
ASCII	14	100.0%

t обработка
Categorical

HIGH CARDINALITY
MISSING

Distinct count	816
Unique (%)	12.7%
Missing	601
Missing (%)	8.5%
Memory size	430.0 KiB

43,0333333	53
42,5333333	53
45,2	52
42,8666667	49
42,6833333	48
Other values (811)	6185

Value	Count	Frequency (%)
43,0333333	53	0.8%
42,5333333	53	0.8%
45,2	52	0.7%
42,8666667	49	0.7%
42,6833333	48	0.7%
44,2	47	0.7%
41,0333333	46	0.7%
40,7	46	0.7%
41,6833333	45	0.6%
41,8666667	45	0.6%
Other values (806)	5956	84.6%
(Missing)	601	8.5%

Length

Max length	11
Mean length	7.763101832
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

t под током
Categorical

HIGH CARDINALITY
MISSING

Distinct count	1155
Unique (%)	17.9%
Missing	601
Missing (%)	8.5%
Memory size	430.0 KiB

19,6833333	32
19,8666667	31
18,8666667	30
18,8333333	26
19,8333333	25
Other values (1150)	6296

Value	Count	Frequency (%)
19,6833333	32	0.5%
19,8666667	31	0.4%
18,8666667	30	0.4%
18,8333333	26	0.4%
19,8333333	25	0.4%
19,0166667	25	0.4%
21,7	25	0.4%
18,7	24	0.3%
18,35	24	0.3%
19,6666667	23	0.3%
Other values (1145)	6175	87.7%
(Missing)	601	8.5%

Length

Max length	10
Mean length	7.731998296
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

t продувка
Categorical

HIGH CARDINALITY
MISSING

Distinct count	831
Unique (%)	12.9%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

43,0333333	56
43,3666667	49
45,2	49
42,5333333	49
42,6833333	48
Other values (826)	6193

Value	Count	Frequency (%)
43,0333333	56	0.8%
43,3666667	49	0.7%
45,2	49	0.7%
42,5333333	49	0.7%
42,6833333	48	0.7%
40,7	48	0.7%
42,8666667	48	0.7%
41,8666667	48	0.7%
41,0333333	47	0.7%
44,3666667	47	0.7%
Other values (821)	5955	84.6%
(Missing)	597	8.5%

Length

Max length	11
Mean length	7.7595512
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ПСН гр.
Categorical

HIGH CARDINALITY
MISSING

Distinct count	4296
Unique (%)	81.8%
Missing	1792
Missing (%)	25.5%
Memory size	430.0 KiB

2,0	526
3,0	349
4,0	57
1,0	17
2,75	2
Other values (4291)	4298

Value	Count	Frequency (%)
2,0	526	7.5%
3,0	349	5.0%
4,0	57	0.8%
1,0	17	0.2%
2,75	2	< 0.1%
2,5160256	2	< 0.1%
2,7352941	2	< 0.1%
3,4018969	2	< 0.1%
2,870229	2	< 0.1%
2,6020824	2	< 0.1%
Other values (4286)	4288	60.9%
(Missing)	1792	25.5%

Length

Max length	9
Mean length	6.575344411
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

чист расход C
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	6243
Unique (%)	97.0%
Missing	606
Missing (%)	8.6%
Memory size	430.0 KiB

0,39128	3
0,40764	3
0,39118	3
0,406765	3
0,38029	3
Other values (6238)	6420

Value	Count	Frequency (%)
0,39128	3	< 0.1%
0,40764	3	< 0.1%
0,39118	3	< 0.1%
0,406765	3	< 0.1%
0,38029	3	< 0.1%
0,403735	3	< 0.1%
0,47769	2	< 0.1%
0,305415	2	< 0.1%
0,42909	2	< 0.1%
0,37783	2	< 0.1%
Other values (6233)	6409	91.0%
(Missing)	606	8.6%

Length

Max length	9
Mean length	7.247550064
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

чист расход Cr
Categorical

HIGH CARDINALITY
MISSING

Distinct count	3115
Unique (%)	52.9%
Missing	1158
Missing (%)	16.4%
Memory size	430.0 KiB

0,104904	17
0,10434	12
0,113928	11
0,105468	11
0,120696	11
Other values (3110)	5821

Value	Count	Frequency (%)
0,104904	17	0.2%
0,10434	12	0.2%
0,113928	11	0.2%
0,105468	11	0.2%
0,120696	11	0.2%
0,10998	11	0.2%
0,116688	10	0.1%
0,120744	9	0.1%
0,133668	9	0.1%
0,114492	9	0.1%
Other values (3105)	5773	82.0%
(Missing)	1158	16.4%

Length

Max length	8
Mean length	7.003266581
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

чист расход Mn
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	6320
Unique (%)	98.3%
Missing	610
Missing (%)	8.7%
Memory size	430.0 KiB

0,132318	3
0,14244	3
0,114834	2
0,133054	2
0,142441	2
Other values (6315)	6419

Value	Count	Frequency (%)
0,132318	3	< 0.1%
0,14244	3	< 0.1%
0,114834	2	< 0.1%
0,133054	2	< 0.1%
0,142441	2	< 0.1%
0,115567	2	< 0.1%
0,135773	2	< 0.1%
0,184051	2	< 0.1%
0,213482	2	< 0.1%
0,10572	2	< 0.1%
Other values (6310)	6409	91.0%
(Missing)	610	8.7%

Length

Max length	9
Mean length	7.522653032
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

чист расход Si
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	6265
Unique (%)	97.4%
Missing	610
Missing (%)	8.7%
Memory size	430.0 KiB

0,16548	2
0,130903	2
0,1189	2
0,136832	2
0,11523	2
Other values (6260)	6421

Value	Count	Frequency (%)
0,16548	2	< 0.1%
0,130903	2	< 0.1%
0,1189	2	< 0.1%
0,136832	2	< 0.1%
0,11523	2	< 0.1%
0,10193	2	< 0.1%
0,094716	2	< 0.1%
0,08757	2	< 0.1%
0,149534	2	< 0.1%
0,084678	2	< 0.1%
Other values (6255)	6411	91.1%
(Missing)	610	8.7%

Length

Max length	8
Mean length	7.419400653
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

чист расход V
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	4645
Unique (%)	75.2%
Missing	863
Missing (%)	12.3%
Memory size	430.0 KiB

0,0391018	9
0,0412682	9
0,0388151	9
0,0391061	8
0,0396239	7
Other values (4640)	6136

Value	Count	Frequency (%)
0,0391018	9	0.1%
0,0412682	9	0.1%
0,0388151	9	0.1%
0,0391061	8	0.1%
0,0396239	7	0.1%
0,0396813	7	0.1%
0,039048	7	0.1%
0,0387288	7	0.1%
0,0397889	6	0.1%
0,0400539	6	0.1%
Other values (4635)	6103	86.7%
(Missing)	863	12.3%

Length

Max length	9
Mean length	8.167873882
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

температура первая
Categorical

HIGH CARDINALITY
MISSING

Distinct count	154
Unique (%)	2.4%
Missing	605
Missing (%)	8.6%
Memory size	430.0 KiB

1571,0	134
1573,0	124
1570,0	123
1574,0	122
1577,0	122
Other values (149)	5811

Value	Count	Frequency (%)
1571,0	134	1.9%
1573,0	124	1.8%
1570,0	123	1.7%
1574,0	122	1.7%
1577,0	122	1.7%
1568,0	117	1.7%
1575,0	116	1.6%
1581,0	116	1.6%
1567,0	115	1.6%
1564,0	114	1.6%
Other values (144)	5233	74.3%
(Missing)	605	8.6%

Length

Max length	6
Mean length	5.742224116
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

температура последняя
Categorical

HIGH CARDINALITY
MISSING

Distinct count	109
Unique (%)	1.7%
Missing	605
Missing (%)	8.6%
Memory size	430.0 KiB

1579,0	282
1581,0	274
1578,0	273
1582,0	272
1580,0	254
Other values (104)	5081

Value	Count	Frequency (%)
1579,0	282	4.0%
1581,0	274	3.9%
1578,0	273	3.9%
1582,0	272	3.9%
1580,0	254	3.6%
1585,0	254	3.6%
1584,0	244	3.5%
1583,0	241	3.4%
1577,0	229	3.3%
1586,0	222	3.2%
Other values (99)	3891	55.3%
(Missing)	605	8.6%

Length

Max length	6
Mean length	5.742224116
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

Ar (интенс.)
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	6423
Unique (%)	> 99.9%
Missing	615
Missing (%)	8.7%
Memory size	430.0 KiB

9,9717791	2
14,9067961	2
7,8	2
8,2973466	1
15,040746	1
Other values (6418)	6418

Value	Count	Frequency (%)
9,9717791	2	< 0.1%
14,9067961	2	< 0.1%
7,8	2	< 0.1%
8,2973466	1	< 0.1%
15,040746	1	< 0.1%
7,308327	1	< 0.1%
12,1706767	1	< 0.1%
12,612452	1	< 0.1%
15,660688	1	< 0.1%
16,186856	1	< 0.1%
Other values (6413)	6413	91.1%
(Missing)	615	8.7%

Length

Max length	10
Mean length	8.91393268
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

N2 (интенс.)
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	1389
Unique (%)	100.0%
Missing	5652
Missing (%)	80.3%
Memory size	430.0 KiB

10,9073783	1
14,5684211	1
18,873773	1
15,8618449	1
12,6160428	1
Other values (1384)	1384

Value	Count	Frequency (%)
10,9073783	1	< 0.1%
14,5684211	1	< 0.1%
18,873773	1	< 0.1%
15,8618449	1	< 0.1%
12,6160428	1	< 0.1%
13,1820803	1	< 0.1%
10,6267095	1	< 0.1%
11,9798319	1	< 0.1%
12,6654754	1	< 0.1%
16,1263158	1	< 0.1%
Other values (1379)	1379	19.6%
(Missing)	5652	80.3%

Length

Max length	10
Mean length	4.300951569
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

эл. энергия (интенс.)
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	6362
Unique (%)	98.8%
Missing	601
Missing (%)	8.5%
Memory size	430.0 KiB

12600,0	4
13200,0	4
12800,0	3
12673,3738075	2
13661,0526316	2
Other values (6357)	6425

Value	Count	Frequency (%)
12600,0	4	0.1%
13200,0	4	0.1%
12800,0	3	< 0.1%
12673,3738075	2	< 0.1%
13661,0526316	2	< 0.1%
13106,25	2	< 0.1%
12272,7272727	2	< 0.1%
12305,4545455	2	< 0.1%
12938,8235294	2	< 0.1%
12960,0	2	< 0.1%
Other values (6352)	6415	91.1%
(Missing)	601	8.5%

Length

Max length	13
Mean length	11.8853856
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

произв жидкая сталь
Categorical

HIGH CARDINALITY
MISSING

Distinct count	226
Unique (%)	3.5%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

115,4	124
115,5	123
113,4	119
113,9	119
115,3	118
Other values (221)	5841

Value	Count	Frequency (%)
115,4	124	1.8%
115,5	123	1.7%
113,4	119	1.7%
113,9	119	1.7%
115,3	118	1.7%
114,4	118	1.7%
115,1	118	1.7%
114,6	117	1.7%
114,5	116	1.6%
115,7	114	1.6%
Other values (216)	5258	74.7%
(Missing)	597	8.5%

Length

Max length	18
Mean length	5.027410879
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

произв количество обработок
Categorical

MISSING

Distinct count	3
Unique (%)	< 0.1%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

1,0	6391
2,0	48
3,0	5

Value	Count	Frequency (%)
1,0	6391	90.8%
2,0	48	0.7%
3,0	5	0.1%
(Missing)	597	8.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	4	57.1%
Lowercase_Letter	2	28.6%
Other_Punctuation	1	14.3%

Value	Count	Frequency (%)
Common	5	71.4%
Latin	2	28.6%

Value	Count	Frequency (%)
ASCII	7	100.0%

произв количество плавок
Categorical

MISSING

Distinct count	1
Unique (%)	< 0.1%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

1,0	6444

Value	Count	Frequency (%)
1,0	6444	91.5%
(Missing)	597	8.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	2	40.0%
Decimal_Number	2	40.0%
Other_Punctuation	1	20.0%

Value	Count	Frequency (%)
Common	3	60.0%
Latin	2	40.0%

Value	Count	Frequency (%)
ASCII	5	100.0%

произв количество плавок (цел)
Categorical

MISSING

Distinct count	1
Unique (%)	< 0.1%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

1,0	6444

Value	Count	Frequency (%)
1,0	6444	91.5%
(Missing)	597	8.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	2	40.0%
Decimal_Number	2	40.0%
Other_Punctuation	1	20.0%

Value	Count	Frequency (%)
Common	3	60.0%
Latin	2	40.0%

Value	Count	Frequency (%)
ASCII	5	100.0%

расход газ Ar
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	5556
Unique (%)	86.5%
Missing	615
Missing (%)	8.7%
Memory size	430.0 KiB

13,757	5
13,192	5
14,109	4
14,913	4
12,981	4
Other values (5551)	6404

Value	Count	Frequency (%)
13,757	5	0.1%
13,192	5	0.1%
14,109	4	0.1%
14,913	4	0.1%
12,981	4	0.1%
12,199	4	0.1%
14,865	4	0.1%
17,287	4	0.1%
14,496	4	0.1%
14,7	3	< 0.1%
Other values (5546)	6385	90.7%
(Missing)	615	8.7%

Length

Max length	18
Mean length	5.625479335
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

расход газ N2
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	1341
Unique (%)	96.5%
Missing	5652
Missing (%)	80.3%
Memory size	430.0 KiB

9,016	3
10,514	2
7,956	2
10,671	2
12,979	2
Other values (1336)	1378

Value	Count	Frequency (%)
9,016	3	< 0.1%
10,514	2	< 0.1%
7,956	2	< 0.1%
10,671	2	< 0.1%
12,979	2	< 0.1%
9,574	2	< 0.1%
12,978	2	< 0.1%
7,662	2	< 0.1%
12,26	2	< 0.1%
13,443	2	< 0.1%
Other values (1331)	1368	19.4%
(Missing)	5652	80.3%

Length

Max length	19
Mean length	3.510012782
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

расход C пров.
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	593
Unique (%)	81.9%
Missing	6317
Missing (%)	89.7%
Memory size	430.0 KiB

0,019448	4
0,013442	4
0,005236	3
0,024596	3
0,003843	3
Other values (588)	707

Value	Count	Frequency (%)
0,019448	4	0.1%
0,013442	4	0.1%
0,005236	3	< 0.1%
0,024596	3	< 0.1%
0,003843	3	< 0.1%
0,00399	3	< 0.1%
0,021164	3	< 0.1%
0,02145	3	< 0.1%
0,048906	3	< 0.1%
0,00475	3	< 0.1%
Other values (583)	692	9.8%
(Missing)	6317	89.7%

Length

Max length	21
Mean length	3.494390001
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

сыпуч известь РП
Categorical

HIGH CARDINALITY
MISSING

Distinct count	469
Unique (%)	9.8%
Missing	2271
Missing (%)	32.3%
Memory size	430.0 KiB

0,063	87
0,052	85
0,074	83
0,053	81
0,064	78
Other values (464)	4356

Value	Count	Frequency (%)
0,063	87	1.2%
0,052	85	1.2%
0,074	83	1.2%
0,053	81	1.2%
0,064	78	1.1%
0,08	77	1.1%
0,079	74	1.1%
0,086	70	1.0%
0,073	62	0.9%
0,148	57	0.8%
Other values (459)	4016	57.0%
(Missing)	2271	32.3%

Length

Max length	20
Mean length	4.475500639
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

сыпуч кварцит
Categorical

MISSING

Distinct count	1
Unique (%)	7.7%
Missing	7028
Missing (%)	99.8%
Memory size	430.0 KiB

0,02	13

Value	Count	Frequency (%)
0,02	13	0.2%
(Missing)	7028	99.8%

Length

Max length	4
Mean length	3.001846329
Min length	3

Value	Count	Frequency (%)
Lowercase_Letter	2	40.0%
Decimal_Number	2	40.0%
Other_Punctuation	1	20.0%

Value	Count	Frequency (%)
Common	3	60.0%
Latin	2	40.0%

Value	Count	Frequency (%)
ASCII	5	100.0%

сыпуч кокс пыль УСТК
Categorical

HIGH CARDINALITY
MISSING

Distinct count	307
Unique (%)	4.8%
Missing	619
Missing (%)	8.8%
Memory size	430.0 KiB

0,05	5873
0,049999999999999996	69
0,06	14
0,0500001	12
0,03	11
Other values (302)	443

Value	Count	Frequency (%)
0,05	5873	83.4%
0,049999999999999996	69	1.0%
0,06	14	0.2%
0,0500001	12	0.2%
0,03	11	0.2%
0,04	11	0.2%
0,050000100000000006	11	0.2%
0,01	5	0.1%
0,02	5	0.1%
0,139	5	0.1%
Other values (297)	406	5.8%
(Missing)	619	8.8%

Length

Max length	20
Mean length	4.169862235
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

сыпуч кокс. мелочь (сух.)
Categorical

MISSING
UNIFORM

Distinct count	7
Unique (%)	100.0%
Missing	7034
Missing (%)	99.9%
Memory size	430.0 KiB

0,498	1
0,431	1
0,476	1
0,42100000000000004	1
0,417	1
Other values (2)	2

Value	Count	Frequency (%)
0,498	1	< 0.1%
0,431	1	< 0.1%
0,476	1	< 0.1%
0,42100000000000004	1	< 0.1%
0,417	1	< 0.1%
0,136	1	< 0.1%
0,321	1	< 0.1%
(Missing)	7034	99.9%

Length

Max length	19
Mean length	3.003976708
Min length	3

Value	Count	Frequency (%)
Decimal_Number	9	75.0%
Lowercase_Letter	2	16.7%
Other_Punctuation	1	8.3%

Value	Count	Frequency (%)
Common	10	83.3%
Latin	2	16.7%

Value	Count	Frequency (%)
ASCII	12	100.0%

сыпуч кокс. мелочь КМ1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	691
Unique (%)	11.0%
Missing	734
Missing (%)	10.4%
Memory size	430.0 KiB

0,384	34
0,368	34
0,421	31
0,456	30
0,458	30
Other values (686)	6148

Value	Count	Frequency (%)
0,384	34	0.5%
0,368	34	0.5%
0,421	31	0.4%
0,456	30	0.4%
0,458	30	0.4%
0,36	30	0.4%
0,426	28	0.4%
0,476	28	0.4%
0,43	28	0.4%
0,382	28	0.4%
Other values (681)	6006	85.3%
(Missing)	734	10.4%

Length

Max length	19
Mean length	4.874307627
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

сыпуч шпат плав.
Categorical

HIGH CARDINALITY
MISSING

Distinct count	197
Unique (%)	3.3%
Missing	1131
Missing (%)	16.1%
Memory size	430.0 KiB

0,041	250
0,038	234
0,04	223
0,039	208
0,049	205
Other values (192)	4790

Value	Count	Frequency (%)
0,041	250	3.6%
0,038	234	3.3%
0,04	223	3.2%
0,039	208	3.0%
0,049	205	2.9%
0,048	194	2.8%
0,037	176	2.5%
0,036	159	2.3%
0,059	150	2.1%
0,028	145	2.1%
Other values (187)	3966	56.3%
(Missing)	1131	16.1%

Length

Max length	20
Mean length	4.752876012
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ферспл CaC2
Categorical

MISSING

Distinct count	7
Unique (%)	0.1%
Missing	797
Missing (%)	11.3%
Memory size	430.0 KiB

0,02	6137
0,019999999999999997	52
0,03	28
0,01	8
0,05	8
Other values (2)	11

Value	Count	Frequency (%)
0,02	6137	87.2%
0,019999999999999997	52	0.7%
0,03	28	0.4%
0,01	8	0.1%
0,05	8	0.1%
0,0200001	6	0.1%
0,04	5	0.1%
(Missing)	797	11.3%

Length

Max length	20
Mean length	4.009231643
Min length	3

Value	Count	Frequency (%)
Decimal_Number	8	72.7%
Lowercase_Letter	2	18.2%
Other_Punctuation	1	9.1%

Value	Count	Frequency (%)
Common	9	81.8%
Latin	2	18.2%

Value	Count	Frequency (%)
ASCII	11	100.0%

ферспл FeMo
Categorical

MISSING
UNIFORM

Distinct count	28
Unique (%)	84.8%
Missing	7008
Missing (%)	99.5%
Memory size	430.0 KiB

0,021014	3
0,019206	2
0,019097	2
0,023184	2
0,02134	1
Other values (23)	23

Value	Count	Frequency (%)
0,021014	3	< 0.1%
0,019206	2	< 0.1%
0,019097	2	< 0.1%
0,023184	2	< 0.1%
0,02134	1	< 0.1%
0,018989000000000002	1	< 0.1%
0,017433	1	< 0.1%
0,017831	1	< 0.1%
0,021087	1	< 0.1%
0,019929	1	< 0.1%
Other values (18)	18	0.3%
(Missing)	7008	99.5%

Length

Max length	20
Mean length	3.026416702
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ферспл FeSi-75
Categorical

MISSING

Distinct count	2
Unique (%)	40.0%
Missing	7036
Missing (%)	99.9%
Memory size	430.0 KiB

0,05	4
0,02	1

Value	Count	Frequency (%)
0,05	4	0.1%
0,02	1	< 0.1%
(Missing)	7036	99.9%

Length

Max length	4
Mean length	3.000710126
Min length	3

Value	Count	Frequency (%)
Decimal_Number	3	50.0%
Lowercase_Letter	2	33.3%
Other_Punctuation	1	16.7%

Value	Count	Frequency (%)
Common	4	66.7%
Latin	2	33.3%

Value	Count	Frequency (%)
ASCII	6	100.0%

ферспл FeV азот.
Categorical

HIGH CARDINALITY
MISSING

Distinct count	83
Unique (%)	21.7%
Missing	6658
Missing (%)	94.6%
Memory size	430.0 KiB

0,024306	14
0,024089	13
0,023944	12
0,023184	11
0,023546	11
Other values (78)	322

Value	Count	Frequency (%)
0,024306	14	0.2%
0,024089	13	0.2%
0,023944	12	0.2%
0,023184	11	0.2%
0,023546	11	0.2%
0,024161	11	0.2%
0,02398	11	0.2%
0,024269	11	0.2%
0,024125	10	0.1%
0,024233	10	0.1%
Other values (73)	269	3.8%
(Missing)	6658	94.6%

Length

Max length	20
Mean length	3.282062207
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ферспл FeV-80
Categorical

HIGH CARDINALITY
MISSING

Distinct count	692
Unique (%)	11.2%
Missing	862
Missing (%)	12.2%
Memory size	430.0 KiB

0,050094	81
0,050166	71
0,049986	71
0,049117	67
0,04919	66
Other values (687)	5823

Value	Count	Frequency (%)
0,050094	81	1.2%
0,050166	71	1.0%
0,049986	71	1.0%
0,049117	67	1.0%
0,04919	66	0.9%
0,049913	65	0.9%
0,050203	65	0.9%
0,05013	63	0.9%
0,049588	60	0.9%
0,049841	60	0.9%
Other values (682)	5510	78.3%
(Missing)	862	12.2%

Length

Max length	20
Mean length	7.468399375
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ферспл Mn5Si65Al0.5
Categorical

HIGH CARDINALITY
MISSING

Distinct count	399
Unique (%)	6.2%
Missing	641
Missing (%)	9.1%
Memory size	430.0 KiB

0,128	61
0,147	60
0,135	59
0,117	58
0,137	58
Other values (394)	6104

Value	Count	Frequency (%)
0,128	61	0.9%
0,147	60	0.9%
0,135	59	0.8%
0,117	58	0.8%
0,137	58	0.8%
0,124	58	0.8%
0,113	58	0.8%
0,13	55	0.8%
0,139	55	0.8%
0,145	55	0.8%
Other values (389)	5823	82.7%
(Missing)	641	9.1%

Length

Max length	20
Mean length	4.907115467
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ферспл Ni H1 пласт.
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	80
Unique (%)	97.6%
Missing	6959
Missing (%)	98.8%
Memory size	430.0 KiB

0,04919	2
0,046115	2
0,032769	1
0,037616	1
0,021412	1
Other values (75)	75

Value	Count	Frequency (%)
0,04919	2	< 0.1%
0,046115	2	< 0.1%
0,032769	1	< 0.1%
0,037616	1	< 0.1%
0,021412	1	< 0.1%
0,03049	1	< 0.1%
0,049805	1	< 0.1%
0,052807	1	< 0.1%
0,054145	1	< 0.1%
0,050203	1	< 0.1%
Other values (70)	70	1.0%
(Missing)	6959	98.8%

Length

Max length	20
Mean length	3.062065048
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ферспл SiMn18
Categorical

HIGH CARDINALITY
MISSING

Distinct count	528
Unique (%)	8.3%
Missing	643
Missing (%)	9.1%
Memory size	430.0 KiB

0,219	45
0,223	42
0,199	40
0,194	40
0,197	40
Other values (523)	6191

Value	Count	Frequency (%)
0,219	45	0.6%
0,223	42	0.6%
0,199	40	0.6%
0,194	40	0.6%
0,197	40	0.6%
0,192	40	0.6%
0,216	39	0.6%
0,188	39	0.6%
0,252	39	0.6%
0,222	39	0.6%
Other values (518)	5995	85.1%
(Missing)	643	9.1%

Length

Max length	20
Mean length	4.885527624
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ферспл ферванит
Categorical

HIGH CARDINALITY
MISSING

Distinct count	199
Unique (%)	19.6%
Missing	6024
Missing (%)	85.6%
Memory size	430.0 KiB

0,025897	23
0,025933	18
0,02615	18
0,026042	18
0,02662	16
Other values (194)	924

Value	Count	Frequency (%)
0,025897	23	0.3%
0,025933	18	0.3%
0,02615	18	0.3%
0,026042	18	0.3%
0,02662	16	0.2%
0,024233	16	0.2%
0,023727	16	0.2%
0,023763	16	0.2%
0,026223	14	0.2%
0,024269	14	0.2%
Other values (189)	848	12.0%
(Missing)	6024	85.6%

Length

Max length	20
Mean length	3.728305638
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

ферспл фх850А
Categorical

HIGH CARDINALITY
MISSING

Distinct count	398
Unique (%)	6.8%
Missing	1158
Missing (%)	16.4%
Memory size	430.0 KiB

0,214	60
0,203	56
0,185	53
0,202	53
0,212	53
Other values (393)	5608

Value	Count	Frequency (%)
0,214	60	0.9%
0,203	56	0.8%
0,185	53	0.8%
0,202	53	0.8%
0,212	53	0.8%
0,226	53	0.8%
0,206	51	0.7%
0,204	50	0.7%
0,238	50	0.7%
0,192	50	0.7%
Other values (388)	5354	76.0%
(Missing)	1158	16.4%

Length

Max length	20
Mean length	4.763101832
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

эл. энергия
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count	3132
Unique (%)	48.6%
Missing	601
Missing (%)	8.5%
Memory size	430.0 KiB

4199,0	11
4325,0	8
4609,0	8
4741,0	8
3499,0	8
Other values (3127)	6397

Value	Count	Frequency (%)
4199,0	11	0.2%
4325,0	8	0.1%
4609,0	8	0.1%
4741,0	8	0.1%
3499,0	8	0.1%
4519,0	8	0.1%
4619,0	8	0.1%
4381,0	8	0.1%
4400,0	8	0.1%
4214,0	8	0.1%
Other values (3122)	6357	90.3%
(Missing)	601	8.5%

Length

Max length	7
Mean length	5.747195001
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый Al_1
Categorical

MISSING

Distinct count	6
Unique (%)	0.1%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,002	4656
0,001	1606
0,003	167
0,004	11
0,005	3

Value	Count	Frequency (%)
0,002	4656	66.1%
0,001	1606	22.8%
0,003	167	2.4%
0,004	11	0.2%
0,005	3	< 0.1%
0,006	1	< 0.1%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.830421815
Min length	3

Value	Count	Frequency (%)
Decimal_Number	7	70.0%
Lowercase_Letter	2	20.0%
Other_Punctuation	1	10.0%

Value	Count	Frequency (%)
Common	8	80.0%
Latin	2	20.0%

Value	Count	Frequency (%)
ASCII	10	100.0%

химсталь первый C_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	417
Unique (%)	6.5%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,435	62
0,447	58
0,44	53
0,466	53
0,474	52
Other values (412)	6166

Value	Count	Frequency (%)
0,435	62	0.9%
0,447	58	0.8%
0,44	53	0.8%
0,466	53	0.8%
0,474	52	0.7%
0,482	51	0.7%
0,448	50	0.7%
0,451	49	0.7%
0,456	49	0.7%
0,424	49	0.7%
Other values (407)	5918	84.1%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.724755006
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый Cr_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	371
Unique (%)	5.8%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,315	91
0,308	91
0,311	89
0,319	88
0,313	86
Other values (366)	5999

Value	Count	Frequency (%)
0,315	91	1.3%
0,308	91	1.3%
0,311	89	1.3%
0,319	88	1.2%
0,313	86	1.2%
0,321	86	1.2%
0,31	86	1.2%
0,303	85	1.2%
0,3	83	1.2%
0,304	82	1.2%
Other values (361)	5577	79.2%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.720494248
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый Cu_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	101
Unique (%)	1.6%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,1	236
0,104	230
0,101	222
0,105	218
0,102	216
Other values (96)	5322

Value	Count	Frequency (%)
0,1	236	3.4%
0,104	230	3.3%
0,101	222	3.2%
0,105	218	3.1%
0,102	216	3.1%
0,099	211	3.0%
0,103	211	3.0%
0,106	204	2.9%
0,098	201	2.9%
0,108	197	2.8%
Other values (91)	4298	61.0%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.702883113
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый Mn_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	404
Unique (%)	6.3%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,672	73
0,657	70
0,664	69
0,674	67
0,678	67
Other values (399)	6098

Value	Count	Frequency (%)
0,672	73	1.0%
0,657	70	1.0%
0,664	69	1.0%
0,674	67	1.0%
0,678	67	1.0%
0,681	64	0.9%
0,671	64	0.9%
0,669	63	0.9%
0,676	62	0.9%
0,694	62	0.9%
Other values (394)	5783	82.1%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.735832978
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый Mo_1
Categorical

MISSING

Distinct count	24
Unique (%)	0.4%
Missing	598
Missing (%)	8.5%
Memory size	430.0 KiB

0,006	1783
0,007	1600
0,008	972
0,005	788
0,009	480
Other values (19)	820

Value	Count	Frequency (%)
0,006	1783	25.3%
0,007	1600	22.7%
0,008	972	13.8%
0,005	788	11.2%
0,009	480	6.8%
0,01	265	3.8%
0,004	182	2.6%
0,011	119	1.7%
0,012	81	1.2%
0,003	56	0.8%
Other values (14)	117	1.7%
(Missing)	598	8.5%

Length

Max length	5
Mean length	4.791790939
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый N_1
Categorical

MISSING

Distinct count	18
Unique (%)	0.3%
Missing	598
Missing (%)	8.5%
Memory size	430.0 KiB

0,01	1751
0,009	1549
0,011	1303
0,008	703
0,012	613
Other values (13)	524

Value	Count	Frequency (%)
0,01	1751	24.9%
0,009	1549	22.0%
0,011	1303	18.5%
0,008	703	10.0%
0,012	613	8.7%
0,013	212	3.0%
0,007	195	2.8%
0,014	56	0.8%
0,006	26	0.4%
0,015	12	0.2%
Other values (8)	23	0.3%
(Missing)	598	8.5%

Length

Max length	5
Mean length	4.581451498
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый Ni_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	115
Unique (%)	1.8%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,071	308
0,07	302
0,069	299
0,072	292
0,068	275
Other values (110)	4968

Value	Count	Frequency (%)
0,071	308	4.4%
0,07	302	4.3%
0,069	299	4.2%
0,072	292	4.1%
0,068	275	3.9%
0,066	273	3.9%
0,074	270	3.8%
0,067	268	3.8%
0,073	262	3.7%
0,065	259	3.7%
Other values (105)	3636	51.6%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.735264877
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый P_1
Categorical

MISSING

Distinct count	18
Unique (%)	0.3%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,008	1410
0,009	1309
0,007	1002
0,01	921
0,011	587
Other values (13)	1215

Value	Count	Frequency (%)
0,008	1410	20.0%
0,009	1309	18.6%
0,007	1002	14.2%
0,01	921	13.1%
0,011	587	8.3%
0,012	410	5.8%
0,006	344	4.9%
0,013	209	3.0%
0,014	118	1.7%
0,005	48	0.7%
Other values (8)	86	1.2%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.699474506
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый S_1
Categorical

MISSING

Distinct count	34
Unique (%)	0.5%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,019	904
0,02	863
0,018	786
0,021	673
0,017	658
Other values (29)	2560

Value	Count	Frequency (%)
0,019	904	12.8%
0,02	863	12.3%
0,018	786	11.2%
0,021	673	9.6%
0,017	658	9.3%
0,022	526	7.5%
0,023	419	6.0%
0,016	411	5.8%
0,024	268	3.8%
0,015	214	3.0%
Other values (24)	722	10.3%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.704729442
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый Si_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	384
Unique (%)	6.0%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,449	105
0,452	100
0,448	99
0,454	98
0,45	97
Other values (379)	5945

Value	Count	Frequency (%)
0,449	105	1.5%
0,452	100	1.4%
0,448	99	1.4%
0,454	98	1.4%
0,45	97	1.4%
0,458	97	1.4%
0,455	96	1.4%
0,444	96	1.4%
0,447	94	1.3%
0,451	93	1.3%
Other values (374)	5469	77.7%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.737679307
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь первый Ti_1
Categorical

MISSING

Distinct count	7
Unique (%)	0.1%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,002	3727
0,001	2449
0,003	254
0,004	8
0,0	4
Other values (2)	2

Value	Count	Frequency (%)
0,002	3727	52.9%
0,001	2449	34.8%
0,003	254	3.6%
0,004	8	0.1%
0,0	4	0.1%
0,007	1	< 0.1%
0,005	1	< 0.1%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.829285613
Min length	3

Value	Count	Frequency (%)
Decimal_Number	7	70.0%
Lowercase_Letter	2	20.0%
Other_Punctuation	1	10.0%

Value	Count	Frequency (%)
Common	8	80.0%
Latin	2	20.0%

Value	Count	Frequency (%)
ASCII	10	100.0%

химсталь первый V_1
Categorical

MISSING

Distinct count	28
Unique (%)	0.4%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,002	2929
0,003	2886
0,004	399
0,001	135
0,005	50
Other values (23)	45

Value	Count	Frequency (%)
0,002	2929	41.6%
0,003	2886	41.0%
0,004	399	5.7%
0,001	135	1.9%
0,005	50	0.7%
0,035	7	0.1%
0,036	6	0.1%
0,006	5	0.1%
0,038	3	< 0.1%
0,034	3	< 0.1%
Other values (18)	21	0.3%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.829853714
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Al
Categorical

MISSING

Distinct count	20
Unique (%)	0.3%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,003	4526
0,004	1102
0,002	671
0,005	62
0,006	16
Other values (15)	67

Value	Count	Frequency (%)
0,003	4526	64.3%
0,004	1102	15.7%
0,002	671	9.5%
0,005	62	0.9%
0,006	16	0.2%
0,007	12	0.2%
0,009	11	0.2%
0,008	10	0.1%
0,01	10	0.1%
0,011	7	0.1%
Other values (10)	17	0.2%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.829001562
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний C
Categorical

HIGH CARDINALITY
MISSING

Distinct count	226
Unique (%)	3.5%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,762	166
0,767	165
0,765	160
0,764	159
0,768	159
Other values (221)	5635

Value	Count	Frequency (%)
0,762	166	2.4%
0,767	165	2.3%
0,765	160	2.3%
0,764	159	2.3%
0,768	159	2.3%
0,772	158	2.2%
0,77	156	2.2%
0,763	153	2.2%
0,761	149	2.1%
0,769	147	2.1%
Other values (216)	4872	69.2%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.722766652
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Ca
Categorical

MISSING

Distinct count	32
Unique (%)	0.5%
Missing	823
Missing (%)	11.7%
Memory size	430.0 KiB

0,0002	1816
0,0003	1558
0,0001	892
0,0004	886
0,0005	481
Other values (27)	585

Value	Count	Frequency (%)
0,0002	1816	25.8%
0,0003	1558	22.1%
0,0001	892	12.7%
0,0004	886	12.6%
0,0005	481	6.8%
0,0006	253	3.6%
0,0007	156	2.2%
0,0008	50	0.7%
0,0009	33	0.5%
0,001	22	0.3%
Other values (22)	71	1.0%
(Missing)	823	11.7%

Length

Max length	7
Mean length	5.644652748
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Cr
Categorical

HIGH CARDINALITY
MISSING

Distinct count	206
Unique (%)	3.2%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,418	660
0,417	635
0,419	567
0,416	564
0,415	410
Other values (201)	3608

Value	Count	Frequency (%)
0,418	660	9.4%
0,417	635	9.0%
0,419	567	8.1%
0,416	564	8.0%
0,415	410	5.8%
0,42	372	5.3%
0,414	271	3.8%
0,421	242	3.4%
0,289	219	3.1%
0,288	203	2.9%
Other values (196)	2301	32.7%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.73398665
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Cu
Categorical

HIGH CARDINALITY
MISSING

Distinct count	100
Unique (%)	1.6%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,103	240
0,1	230
0,099	230
0,105	224
0,102	224
Other values (95)	5296

Value	Count	Frequency (%)
0,103	240	3.4%
0,1	230	3.3%
0,099	230	3.3%
0,105	224	3.2%
0,102	224	3.2%
0,098	214	3.0%
0,101	212	3.0%
0,104	207	2.9%
0,106	204	2.9%
0,097	202	2.9%
Other values (90)	4257	60.5%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.707711973
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Mn
Categorical

HIGH CARDINALITY
MISSING

Distinct count	261
Unique (%)	4.1%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,789	353
0,788	350
0,787	333
0,791	324
0,79	320
Other values (256)	4764

Value	Count	Frequency (%)
0,789	353	5.0%
0,788	350	5.0%
0,787	333	4.7%
0,791	324	4.6%
0,79	320	4.5%
0,785	300	4.3%
0,792	286	4.1%
0,786	278	3.9%
0,784	265	3.8%
0,783	230	3.3%
Other values (251)	3405	48.4%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.727737537
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Mo
Categorical

MISSING

Distinct count	24
Unique (%)	0.4%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,006	1590
0,005	1519
0,007	1054
0,004	773
0,008	570
Other values (19)	938

Value	Count	Frequency (%)
0,006	1590	22.6%
0,005	1519	21.6%
0,007	1054	15.0%
0,004	773	11.0%
0,008	570	8.1%
0,009	292	4.1%
0,003	204	2.9%
0,01	150	2.1%
0,011	87	1.2%
0,012	48	0.7%
Other values (14)	157	2.2%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.808691947
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний N
Categorical

MISSING

Distinct count	17
Unique (%)	0.3%
Missing	599
Missing (%)	8.5%
Memory size	430.0 KiB

0,012	1305
0,011	1266
0,013	995
0,01	764
0,014	665
Other values (12)	1447

Value	Count	Frequency (%)
0,012	1305	18.5%
0,011	1266	18.0%
0,013	995	14.1%
0,01	764	10.9%
0,014	665	9.4%
0,015	425	6.0%
0,009	291	4.1%
0,016	291	4.1%
0,017	167	2.4%
0,018	91	1.3%
Other values (7)	182	2.6%
(Missing)	599	8.5%

Length

Max length	5
Mean length	4.717511717
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Ni
Categorical

HIGH CARDINALITY
MISSING

Distinct count	112
Unique (%)	1.7%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,071	324
0,07	302
0,072	291
0,069	291
0,073	278
Other values (107)	4958

Value	Count	Frequency (%)
0,071	324	4.6%
0,07	302	4.3%
0,072	291	4.1%
0,069	291	4.1%
0,073	278	3.9%
0,065	277	3.9%
0,068	276	3.9%
0,067	272	3.9%
0,064	270	3.8%
0,066	266	3.8%
Other values (102)	3597	51.1%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.736117029
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний P
Categorical

MISSING

Distinct count	19
Unique (%)	0.3%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,009	1363
0,01	1288
0,008	1024
0,011	924
0,012	586
Other values (14)	1259

Value	Count	Frequency (%)
0,009	1363	19.4%
0,01	1288	18.3%
0,008	1024	14.5%
0,011	924	13.1%
0,012	586	8.3%
0,007	395	5.6%
0,013	384	5.5%
0,014	201	2.9%
0,015	119	1.7%
0,006	68	1.0%
Other values (9)	92	1.3%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.647209203
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний S
Categorical

MISSING

Distinct count	27
Unique (%)	0.4%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,015	1076
0,014	932
0,016	909
0,013	746
0,017	683
Other values (22)	2098

Value	Count	Frequency (%)
0,015	1076	15.3%
0,014	932	13.2%
0,016	909	12.9%
0,013	746	10.6%
0,017	683	9.7%
0,012	496	7.0%
0,018	428	6.1%
0,011	291	4.1%
0,019	282	4.0%
0,02	160	2.3%
Other values (17)	441	6.3%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.786109928
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Si
Categorical

HIGH CARDINALITY
MISSING

Distinct count	256
Unique (%)	4.0%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,566	229
0,565	224
0,561	214
0,567	200
0,563	200
Other values (251)	5377

Value	Count	Frequency (%)
0,566	229	3.3%
0,565	224	3.2%
0,561	214	3.0%
0,567	200	2.8%
0,563	200	2.8%
0,564	196	2.8%
0,569	190	2.7%
0,568	189	2.7%
0,57	189	2.7%
0,562	184	2.6%
Other values (246)	4429	62.9%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.734128675
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химсталь последний Ti
Categorical

MISSING

Distinct count	5
Unique (%)	0.1%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,003	4764
0,002	1055
0,004	545
0,001	70
0,005	10

Value	Count	Frequency (%)
0,003	4764	67.7%
0,002	1055	15.0%
0,004	545	7.7%
0,001	70	1.0%
0,005	10	0.1%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.830421815
Min length	3

Value	Count	Frequency (%)
Decimal_Number	6	66.7%
Lowercase_Letter	2	22.2%
Other_Punctuation	1	11.1%

Value	Count	Frequency (%)
Common	7	77.8%
Latin	2	22.2%

Value	Count	Frequency (%)
ASCII	9	100.0%

химсталь последний V
Categorical

HIGH CARDINALITY
MISSING

Distinct count	54
Unique (%)	0.8%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,037	1793
0,036	1153
0,038	1137
0,083	341
0,084	325
Other values (49)	1695

Value	Count	Frequency (%)
0,037	1793	25.5%
0,036	1153	16.4%
0,038	1137	16.1%
0,083	341	4.8%
0,084	325	4.6%
0,039	302	4.3%
0,035	235	3.3%
0,082	183	2.6%
0,085	182	2.6%
0,003	112	1.6%
Other values (44)	681	9.7%
(Missing)	597	8.5%

Length

Max length	5
Mean length	4.814372958
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак первый Al2O3_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	73
Unique (%)	1.5%
Missing	2299
Missing (%)	32.7%
Memory size	430.0 KiB

3,7	263
3,6	235
3,9	229
4,0	228
3,5	223
Other values (68)	3564

Value	Count	Frequency (%)
3,7	263	3.7%
3,6	235	3.3%
3,9	229	3.3%
4,0	228	3.2%
3,5	223	3.2%
4,1	219	3.1%
3,4	213	3.0%
3,8	209	3.0%
4,2	207	2.9%
4,4	192	2.7%
Other values (63)	2524	35.8%
(Missing)	2299	32.7%

Length

Max length	4
Mean length	3.001278228
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак первый CaO_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	298
Unique (%)	4.6%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

53,4	58
57,0	58
54,8	58
55,5	56
57,8	55
Other values (293)	6159

Value	Count	Frequency (%)
53,4	58	0.8%
57,0	58	0.8%
54,8	58	0.8%
55,5	56	0.8%
57,8	55	0.8%
52,6	54	0.8%
57,3	54	0.8%
56,8	52	0.7%
56,1	52	0.7%
57,5	51	0.7%
Other values (288)	5896	83.7%
(Missing)	597	8.5%

Length

Max length	4
Mean length	3.915210908
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак первый FeO_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	54
Unique (%)	0.8%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,4	1056
0,5	1007
0,6	826
0,3	714
0,7	583
Other values (49)	2258

Value	Count	Frequency (%)
0,4	1056	15.0%
0,5	1007	14.3%
0,6	826	11.7%
0,3	714	10.1%
0,7	583	8.3%
0,8	458	6.5%
0,9	329	4.7%
0,2	276	3.9%
1,0	253	3.6%
1,1	196	2.8%
Other values (44)	746	10.6%
(Missing)	597	8.5%

Length

Max length	4
Mean length	3.000426076
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак первый MgO_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	236
Unique (%)	3.7%
Missing	598
Missing (%)	8.5%
Memory size	430.0 KiB

11,3	96
10,7	87
11,2	87
11,8	86
10,4	85
Other values (231)	6002

Value	Count	Frequency (%)
11,3	96	1.4%
10,7	87	1.2%
11,2	87	1.2%
11,8	86	1.2%
10,4	85	1.2%
11,4	83	1.2%
11,5	82	1.2%
11,9	81	1.2%
9,9	79	1.1%
10,6	79	1.1%
Other values (226)	5598	79.5%
(Missing)	598	8.5%

Length

Max length	4
Mean length	3.60758415
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак первый MnO_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	152
Unique (%)	2.4%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,11	470
0,12	458
0,1	444
0,09	441
0,13	386
Other values (147)	4245

Value	Count	Frequency (%)
0,11	470	6.7%
0,12	458	6.5%
0,1	444	6.3%
0,09	441	6.3%
0,13	386	5.5%
0,08	383	5.4%
0,14	326	4.6%
0,15	293	4.2%
0,16	270	3.8%
0,07	225	3.2%
Other values (142)	2748	39.0%
(Missing)	597	8.5%

Length

Max length	4
Mean length	3.802442835
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак первый R_1
Categorical

MISSING

Distinct count	32
Unique (%)	0.5%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

2,2	915
2,3	783
2,6	657
2,1	633
2,4	603
Other values (27)	2853

Value	Count	Frequency (%)
2,2	915	13.0%
2,3	783	11.1%
2,6	657	9.3%
2,1	633	9.0%
2,4	603	8.6%
2,5	590	8.4%
2,7	584	8.3%
2,8	427	6.1%
2,0	385	5.5%
2,9	274	3.9%
Other values (22)	593	8.4%
(Missing)	597	8.5%

Length

Max length	4
Mean length	3.000142025
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак первый SiO2_1
Categorical

HIGH CARDINALITY
MISSING

Distinct count	149
Unique (%)	3.1%
Missing	2299
Missing (%)	32.7%
Memory size	430.0 KiB

21,7	100
22,2	96
22,4	92
22,0	88
22,1	85
Other values (144)	4281

Value	Count	Frequency (%)
21,7	100	1.4%
22,2	96	1.4%
22,4	92	1.3%
22,0	88	1.2%
22,1	85	1.2%
22,3	83	1.2%
22,5	83	1.2%
24,8	80	1.1%
25,0	78	1.1%
22,6	77	1.1%
Other values (139)	3880	55.1%
(Missing)	2299	32.7%

Length

Max length	4
Mean length	3.673341855
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак последний Al2O3
Categorical

HIGH CARDINALITY
MISSING

Distinct count	70
Unique (%)	1.5%
Missing	2299
Missing (%)	32.7%
Memory size	430.0 KiB

4,4	243
4,0	225
4,3	216
4,2	214
4,5	210
Other values (65)	3634

Value	Count	Frequency (%)
4,4	243	3.5%
4,0	225	3.2%
4,3	216	3.1%
4,2	214	3.0%
4,5	210	3.0%
4,6	209	3.0%
4,1	206	2.9%
4,7	186	2.6%
4,9	183	2.6%
4,8	178	2.5%
Other values (60)	2672	37.9%
(Missing)	2299	32.7%

Length

Max length	4
Mean length	3.000426076
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак последний CaO
Categorical

HIGH CARDINALITY
MISSING

Distinct count	229
Unique (%)	3.6%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

57,6	102
57,5	101
56,8	98
57,7	95
57,3	92
Other values (224)	5956

Value	Count	Frequency (%)
57,6	102	1.4%
57,5	101	1.4%
56,8	98	1.4%
57,7	95	1.3%
57,3	92	1.3%
57,4	89	1.3%
56,9	88	1.2%
56,2	87	1.2%
57,2	87	1.2%
57,8	87	1.2%
Other values (219)	5518	78.4%
(Missing)	597	8.5%

Length

Max length	4
Mean length	3.915210908
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак последний FeO
Categorical

MISSING

Distinct count	16
Unique (%)	0.2%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,5	1235
0,6	1102
0,4	1080
0,7	793
0,3	620
Other values (11)	1614

Value	Count	Frequency (%)
0,5	1235	17.5%
0,6	1102	15.7%
0,4	1080	15.3%
0,7	793	11.3%
0,3	620	8.8%
0,8	562	8.0%
1,0	512	7.3%
0,9	345	4.9%
0,2	184	2.6%
0,1	4	0.1%
Other values (6)	7	0.1%
(Missing)	597	8.5%

Length

Max length	3
Mean length	3
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак последний MgO
Categorical

HIGH CARDINALITY
MISSING

Distinct count	192
Unique (%)	3.0%
Missing	598
Missing (%)	8.5%
Memory size	430.0 KiB

8,7	88
7,7	86
8,5	83
10,7	82
8,9	81
Other values (187)	6023

Value	Count	Frequency (%)
8,7	88	1.2%
7,7	86	1.2%
8,5	83	1.2%
10,7	82	1.2%
8,9	81	1.2%
7,9	81	1.2%
9,4	80	1.1%
9,6	78	1.1%
8,1	77	1.1%
6,9	77	1.1%
Other values (182)	5630	80.0%
(Missing)	598	8.5%

Length

Max length	4
Mean length	3.352364721
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак последний MnO
Categorical

HIGH CARDINALITY
MISSING

Distinct count	61
Unique (%)	0.9%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

0,08	723
0,1	639
0,09	637
0,07	605
0,11	556
Other values (56)	3284

Value	Count	Frequency (%)
0,08	723	10.3%
0,1	639	9.1%
0,09	637	9.0%
0,07	605	8.6%
0,11	556	7.9%
0,12	472	6.7%
0,13	418	5.9%
0,14	337	4.8%
0,06	309	4.4%
0,15	307	4.4%
Other values (51)	1441	20.5%
(Missing)	597	8.5%

Length

Max length	4
Mean length	3.807129669
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак последний R
Categorical

MISSING

Distinct count	16
Unique (%)	0.2%
Missing	597
Missing (%)	8.5%
Memory size	430.0 KiB

2,2	1483
2,3	1060
2,1	968
2,5	638
2,6	593
Other values (11)	1702

Value	Count	Frequency (%)
2,2	1483	21.1%
2,3	1060	15.1%
2,1	968	13.7%
2,5	638	9.1%
2,6	593	8.4%
2,4	564	8.0%
2,7	541	7.7%
2,8	418	5.9%
2,0	168	2.4%
1,9	3	< 0.1%
Other values (6)	8	0.1%
(Missing)	597	8.5%

Length

Max length	4
Mean length	3.000142025
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

химшлак последний SiO2
Categorical

HIGH CARDINALITY
MISSING

Distinct count	116
Unique (%)	2.4%
Missing	2299
Missing (%)	32.7%
Memory size	430.0 KiB

26,0	142
26,2	131
26,3	126
25,9	118
25,5	111
Other values (111)	4114

Value	Count	Frequency (%)
26,0	142	2.0%
26,2	131	1.9%
26,3	126	1.8%
25,9	118	1.7%
25,5	111	1.6%
25,7	110	1.6%
25,8	110	1.6%
25,6	109	1.5%
25,4	108	1.5%
26,1	103	1.5%
Other values (106)	3574	50.8%
(Missing)	2299	32.7%

Length

Max length	4
Mean length	3.67348388
Min length	3

Value	Count	Frequency (%)
Decimal_Number	10	76.9%
Lowercase_Letter	2	15.4%
Other_Punctuation	1	7.7%

Value	Count	Frequency (%)
Common	11	84.6%
Latin	2	15.4%

Value	Count	Frequency (%)
ASCII	13	100.0%

Phik (φk)

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	nplv	DT	МАРКА	ПРОФИЛЬ	t вып-обр	t обработка	t под током	t продувка	ПСН гр.	чист расход C	чист расход Cr	чист расход Mn	чист расход Si	чист расход V	температура первая	температура последняя	Ar (интенс.)	N2 (интенс.)	эл. энергия (интенс.)	произв жидкая сталь	произв количество обработок	произв количество плавок	произв количество плавок (цел)	расход газ Ar	расход газ N2	расход C пров.	сыпуч известь РП	сыпуч кварцит	сыпуч кокс пыль УСТК	сыпуч кокс. мелочь (сух.)	сыпуч кокс. мелочь КМ1	сыпуч шпат плав.	ферспл CaC2	ферспл FeMo	ферспл FeSi-75	ферспл FeV азот.	ферспл FeV-80	ферспл Mn5Si65Al0.5	ферспл Ni H1 пласт.	ферспл SiMn18	ферспл ферванит	ферспл фх850А	эл. энергия	химсталь первый Al_1	химсталь первый C_1	химсталь первый Cr_1	химсталь первый Cu_1	химсталь первый Mn_1	химсталь первый Mo_1	химсталь первый N_1	химсталь первый Ni_1	химсталь первый P_1	химсталь первый S_1	химсталь первый Si_1	химсталь первый Ti_1	химсталь первый V_1	химсталь последний Al	химсталь последний C	химсталь последний Ca	химсталь последний Cr	химсталь последний Cu	химсталь последний Mn	химсталь последний Mo	химсталь последний N	химсталь последний Ni	химсталь последний P	химсталь последний S	химсталь последний Si	химсталь последний Ti	химсталь последний V	химшлак первый Al2O3_1	химшлак первый CaO_1	химшлак первый FeO_1	химшлак первый MgO_1	химшлак первый MnO_1	химшлак первый R_1	химшлак первый SiO2_1	химшлак последний Al2O3	химшлак последний CaO	химшлак последний FeO	химшлак последний MgO	химшлак последний MnO	химшлак последний R	химшлак последний SiO2
0	г6837?3<87?	2070-06-21 00:14:00	Э76ХФ	Р65	29,0	45,3666667	24,4	41,0333333	NaN	0,45646	0,059572	0,117446	0,104762	0,0409383	1557,0	1580,0	13,6067425	NaN	12809,0163934	115,5	1,0	1,0	1,0	18,611	NaN	NaN	NaN	NaN	0,17	NaN	0,401	0,123	0,02	NaN	NaN	NaN	0,051939	0,112	NaN	0,182	NaN	0,106	5209,0	0,002	0,389	0,368	0,127	0,682	0,01	0,011	0,086	0,009	0,023	0,459	0,002	0,002	0,003	0,756	0,0001	0,417	0,126	0,779	0,009	0,012	0,086	0,011	0,018	0,559	0,003	0,037	NaN	63,7	1,1	3,7	0,12	2,6	NaN	NaN	53,4	1,0	5,8	0,15	2,6	NaN
1	г683863<886	2070-06-21 01:07:00	Э76ХФ	Р65	26,0	44,0666667	13,8666667	44,0666667	NaN	0,359285	0,083738	0,160923	0,110327	0,0400831	1601,0	1591,0	8,074721	NaN	12816,3461538	111,6	1,0	1,0	1,0	11,659	NaN	NaN	NaN	NaN	0,488	NaN	NaN	0,094	0,02	NaN	NaN	NaN	0,050854	0,102	NaN	0,251	NaN	0,149	2962,0	0,002	0,465	0,345	0,112	0,643	0,009	0,011	0,08	0,007	0,023	0,461	0,002	0,002	0,003	0,774	0,0003	0,416	0,109	0,767	0,008	0,013	0,079	0,008	0,021	0,543	0,003	0,038	NaN	58,5	0,8	4,9	0,14	2,2	NaN	NaN	59,3	0,6	4,1	0,11	2,3	NaN
2	г683863<887	2070-06-21 02:00:00	Э76ХФ	Р65	24,0	43,35	17,95	43,35	NaN	0,331665	0,08149	0,132332	0,13986	0,0416225	1593,0	1586,0	13,801968	NaN	12511,4206128	115,8	1,0	1,0	1,0	19,871	NaN	NaN	NaN	NaN	0,05	NaN	0,346	0,061	0,02	NaN	NaN	NaN	0,052807	0,16	NaN	0,204	NaN	0,145	3743,0	0,002	0,513	0,351	0,107	0,674	0,007	0,011	0,078	0,008	0,019	0,455	0,002	0,002	0,004	0,77	0,0009	0,417	0,108	0,788	0,006	0,012	0,078	0,008	0,013	0,568	0,003	0,038	NaN	58,0	0,8	8,6	0,12	2,6	NaN	NaN	57,2	0,5	8,1	0,13	2,3	NaN
3	г683863<888	2070-06-21 02:58:00	Э76ХФ	Р65	17,0	46,1833333	19,8166667	46,1833333	NaN	0,377945	0,133194	0,221605	0,165186	0,0420497	1589,0	1589,0	12,6649585	NaN	12998,1497056	116,3	1,0	1,0	1,0	19,497	NaN	NaN	0,077	NaN	0,05	NaN	0,39	0,059	0,02	NaN	NaN	NaN	0,053349	0,161	NaN	0,345	NaN	0,237	4293,0	0,002	0,487	0,31	0,105	0,611	0,009	0,011	0,07	0,006	0,02	0,434	0,001	0,001	0,003	0,767	0,0002	0,419	0,103	0,795	0,008	0,013	0,07	0,007	0,014	0,571	0,003	0,038	NaN	59,8	0,4	6,4	0,11	2,4	NaN	NaN	60,3	0,5	6,3	0,12	2,6	NaN
4	г683863<889	2070-06-21 03:50:00	Э76ХФ	Р65	20,0	48,5	17,0333333	48,5	NaN	0,389875	0,105094	0,169459	0,143024	0,0409667	1597,0	1592,0	10,2983505	NaN	12987,4755382	115,0	1,0	1,0	1,0	16,649	NaN	NaN	0,082	NaN	0,05	NaN	0,412	0,035	0,02	NaN	NaN	NaN	0,051975	0,149	NaN	0,263	NaN	0,187	3687,0	0,002	0,461	0,334	0,105	0,652	0,007	0,011	0,08	0,007	0,02	0,447	0,001	0,002	0,003	0,784	0,0003	0,421	0,105	0,796	0,006	0,013	0,081	0,008	0,017	0,568	0,003	0,037	NaN	59,6	0,7	4,7	0,12	2,4	NaN	NaN	60,3	0,6	4,5	0,09	2,5	NaN
5	г683863<88:	2070-06-21 04:44:00	Э76ХФ	Р65	2,0	51,1833333	17,7333333	51,1833333	NaN	0,28273	0,102284	0,153114	0,121723	0,0424777	1589,0	1601,0	7,0067196	NaN	12133,0827068	117,4	1,0	1,0	1,0	11,528	NaN	NaN	0,068	NaN	0,375	NaN	NaN	0,073	0,02	NaN	NaN	NaN	0,053892	0,123	NaN	0,238	NaN	0,182	3586,0	0,002	0,488	0,331	0,101	0,656	0,008	0,01	0,086	0,007	0,021	0,455	0,002	0,002	0,003	0,731	NaN	0,397	0,099	0,718	0,007	0,012	0,085	0,007	0,016	0,493	0,003	0,038	NaN	67,4	0,5	3,8	0,08	3,0	NaN	NaN	62,3	1,1	2,5	0,15	2,7	NaN
6	г683863<88;	2070-06-21 05:53:00	Э76ХФ	Р65	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	г683863<88<	2070-06-21 08:25:00	Э76ХФ	Р65	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	г683863<88=	2070-06-21 09:23:00	Э76ХФ	Р65	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	г683863<88>	2070-06-21 10:17:00	Э76ХФ	Р65	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Last rows

	nplv	DT	МАРКА	ПРОФИЛЬ	t вып-обр	t обработка	t под током	t продувка	ПСН гр.	чист расход C	чист расход Cr	чист расход Mn	чист расход Si	чист расход V	температура первая	температура последняя	Ar (интенс.)	N2 (интенс.)	эл. энергия (интенс.)	произв жидкая сталь	произв количество обработок	произв количество плавок	произв количество плавок (цел)	расход газ Ar	расход газ N2	расход C пров.	сыпуч известь РП	сыпуч кварцит	сыпуч кокс пыль УСТК	сыпуч кокс. мелочь (сух.)	сыпуч кокс. мелочь КМ1	сыпуч шпат плав.	ферспл CaC2	ферспл FeMo	ферспл FeSi-75	ферспл FeV азот.	ферспл FeV-80	ферспл Mn5Si65Al0.5	ферспл Ni H1 пласт.	ферспл SiMn18	ферспл ферванит	ферспл фх850А	эл. энергия	химсталь первый Al_1	химсталь первый C_1	химсталь первый Cr_1	химсталь первый Cu_1	химсталь первый Mn_1	химсталь первый Mo_1	химсталь первый N_1	химсталь первый Ni_1	химсталь первый P_1	химсталь первый S_1	химсталь первый Si_1	химсталь первый Ti_1	химсталь первый V_1	химсталь последний Al	химсталь последний C	химсталь последний Ca	химсталь последний Cr	химсталь последний Cu	химсталь последний Mn	химсталь последний Mo	химсталь последний N	химсталь последний Ni	химсталь последний P	химсталь последний S	химсталь последний Si	химсталь последний Ti	химсталь последний V	химшлак первый Al2O3_1	химшлак первый CaO_1	химшлак первый FeO_1	химшлак первый MgO_1	химшлак первый MnO_1	химшлак первый R_1	химшлак первый SiO2_1	химшлак последний Al2O3	химшлак последний CaO	химшлак последний FeO	химшлак последний MgO	химшлак последний MnO	химшлак последний R	химшлак последний SiO2
7031	г68386398<6	2071-04-21 14:59:00	Э90ХАФ	Р65	53,0	44,9	22,5166667	44,5666667	3,6050781	0,55866	0,1112	0,14421	0,116719	0,091527	1555,0	1581,0	8,4880061	8,514	13848,4085862	113,0	1,0	1,0	1,0	9,259	3,311	NaN	0,091	NaN	0,05	NaN	0,62	0,05	0,02	NaN	NaN	NaN	0,101924	0,121	NaN	0,223	0,023148	0,2	5197,0	0,002	0,413	0,202	0,13	0,661	0,008	0,009	0,083	0,009	0,024	0,436	0,002	0,003	0,004	0,836	0,0004	0,297	0,127	0,789	0,008	0,015	0,082	0,01	0,017	0,54	0,003	0,085	4,4	50,2	0,4	9,4	0,12	2,3	21,9	4,2	50,5	0,4	10,5	0,13	2,4	21,4
7032	г68386398<7	2071-04-21 15:49:00	Э90ХАФ	Р65	62,0	42,3666667	22,6666667	42,0833333	2,7360704	0,57085	0,13344	0,192028	0,128009	0,0913742	1572,0	1581,0	16,1713071	15,2930016	12295,5882353	114,0	1,0	1,0	1,0	16,908	5,463	NaN	0,142	NaN	0,05	NaN	0,629	0,049	0,02	NaN	NaN	NaN	0,101201	0,119	NaN	0,298	0,024125	0,24	4645,0	0,002	0,41	0,18	0,109	0,627	0,008	0,011	0,075	0,007	0,021	0,43	0,002	0,002	0,003	0,853	0,0003	0,293	0,107	0,799	0,008	0,015	0,074	0,008	0,015	0,553	0,003	0,085	4,9	52,5	0,3	12,8	0,14	2,2	23,6	4,8	54,9	0,4	13,9	0,13	2,4	23,4
7033	г68386398<8	2071-04-21 17:18:00	Э90ХАФ	Р65	26,0	46,3666667	17,6666667	46,3666667	3,0	0,604825	0,117316	0,166046	0,128326	0,0937077	1588,0	1579,0	21,7775256	21,1336032	13065,2830189	116,4	1,0	1,0	1,0	27,724	10,15	NaN	NaN	NaN	0,05	NaN	0,675	0,083	0,02	NaN	NaN	NaN	0,103877	0,13	NaN	0,257	0,025535	0,211	3847,0	0,002	0,389	0,2	0,113	0,649	0,01	0,01	0,08	0,007	0,028	0,44	0,001	0,002	0,004	0,86	0,0004	0,298	0,111	0,797	0,01	0,016	0,079	0,007	0,014	0,546	0,003	0,083	4,8	56,0	0,5	11,4	0,18	2,6	21,8	5,3	56,1	0,3	9,9	0,12	2,5	22,9
7034	г68386398<9	2071-04-21 18:15:00	Э90ХАФ	Р65	27,0	52,2	29,8666667	51,8666667	4,1156788	0,58798	0,15012	0,192396	0,143074	0,0938025	1523,0	1565,0	10,818638	9,0030457	13584,375	117,0	1,0	1,0	1,0	15,092	2,956	NaN	0,09	NaN	0,05	NaN	0,647	0,037	0,02	NaN	NaN	NaN	0,105505	0,142	NaN	0,298	0,023546	0,27	6762,0	0,002	0,404	0,171	0,104	0,618	0,006	0,009	0,07	0,005	0,023	0,434	0,002	0,002	0,003	0,86	0,0007	0,296	0,105	0,779	0,007	0,014	0,071	0,006	0,021	0,536	0,003	0,084	5,2	57,6	0,4	9,9	0,19	2,6	22,1	4,7	52,8	0,8	9,7	0,24	2,3	22,9
7035	г68386398<:	2071-04-21 19:04:00	Э90ХАФ	Р65	38,0	42,0	21,1666667	41,8333333	3,4310216	0,533955	0,107308	0,124784	0,125921	0,0919134	1556,0	1580,0	12,2735683	12,8771654	13198,1102362	115,10000000000001	1,0	1,0	1,0	9,287	8,177	NaN	0,07	NaN	0,05	NaN	0,591	0,051000000000000004	0,019999999999999997	NaN	NaN	NaN	0,103696	0,14300000000000002	NaN	0,192	0,022497000000000003	0,193	4656,0	0,002	0,437	0,21	0,118	0,69	0,008	0,009	0,079	0,008	0,019	0,439	0,002	0,003	0,003	0,843	0,0003	0,299	0,117	0,8	0,008	0,014	0,079	0,009	0,015	0,552	0,003	0,083	5,4	61,0	0,4	10,8	0,21	2,6	23,5	5,9	56,9	0,6	10,1	0,14	2,4	23,6
7036	г68386398<;	2071-04-21 19:50:00	Э90ХАФ	Р65	41,0	42,3333333	23,2	42,1666667	3,3806283	0,53708	0,10564	0,128626	0,101552	0,0921946	1552,0	1582,0	10,0156347	11,1591276	13388,7931034	114,4	1,0	1,0	1,0	7,189	7,675	NaN	0,089	NaN	0,05	NaN	0,595	0,031	0,02	NaN	NaN	NaN	0,103733	0,104	NaN	0,199	0,023076	0,19	5177,0	0,002	0,432	0,212	0,094	0,675	0,008	0,009	0,08	0,007	0,017	0,442	0,002	0,003	0,004	0,854	0,0003	0,301	0,092	0,792	0,008	0,015	0,08	0,008	0,015	0,553	0,004	0,085	5,6	57,2	0,3	9,5	0,1	2,6	22,2	7,0	60,6	0,4	6,2	0,06	2,7	22,8
7037	г68386398<<	2071-04-21 20:45:00	Э90ХАФ	Р65	36,0	46,5333333	16,1833333	46,3833333	NaN	0,555875	0,122876	0,156558	0,155113	0,0920241	1576,0	1580,0	17,7615538	21,443787	12053,1410917	112,0	1,0	1,0	1,0	19,814	9,06	NaN	0,237	NaN	0,139	NaN	0,537	0,04	0,02	NaN	NaN	0,02181	0,100369	0,175	NaN	0,241	0,005244	0,221	3251,0	0,002	0,404	0,188	0,097	0,659	0,008	0,01	0,075	0,008	0,019	0,417	0,002	0,002	0,003	0,836	0,0004	0,293	0,096	0,797	0,008	0,016	0,074	0,008	0,011	0,556	0,003	0,082	5,1	53,5	0,2	12,2	0,1	2,2	24,5	4,9	53,0	0,5	11,1	0,25	2,4	22,3
7038	г68386398<=	2071-04-21 21:34:00	Э90ХАФ	Р65	42,0	47,5666667	23,0166667	47,1	2,2630044	0,548385	0,111756	0,124018	0,120513	0,0935034	1600,0	1600,0	8,9295723	8,2936906	12098,1897176	115,6	1,0	1,0	1,0	8,178	5,331	NaN	0,123	NaN	0,05	NaN	0,608	0,028	0,02	NaN	NaN	0,024631	0,103443	0,135	NaN	0,191	NaN	0,201	4641,0	0,002	0,452	0,205	0,122	0,691	0,01	0,009	0,086	0,01	0,02	0,441	0,002	0,003	0,004	0,844	0,0004	0,297	0,122	0,799	0,01	0,015	0,087	0,011	0,018	0,535	0,003	0,082	7,8	54,3	0,6	17,6	0,13	2,7	20,0	5,2	55,4	0,7	6,7	0,13	2,2	25,0
7039	г68386398<>	2071-04-21 22:25:00	Э90ХАФ	Р65	45,0	46,0333333	17,5333333	45,6833333	3,0	0,60135	0,147896	0,19077	0,15436	0,0951099	1612,0	1587,0	14,727117	15,484507	12726,6159696	116,9	1,0	1,0	1,0	17,198	5,497	NaN	0,228	NaN	0,05	NaN	0,664	0,042	0,02	NaN	NaN	0,025427	0,104999	0,16	NaN	0,295	NaN	0,266	3719,0	0,002	0,413	0,174	0,111	0,631	0,008	0,009	0,073	0,008	0,02	0,413	0,001	0,002	0,004	0,824	0,0003	0,298	0,11	0,798	0,008	0,015	0,073	0,009	0,014	0,549	0,003	0,084	5,2	50,8	0,4	15,1	0,18	2,1	24,5	4,9	55,1	0,4	8,9	0,16	2,1	26,0
7040	г68386398<?	2071-04-21 23:20:00	Э90ХАФ	Р65	48,0	52,0333333	21,7	50,2333333	3,0	0,5494	0,140112	0,163476	0,100967	0,0936424	1580,0	1576,0	20,9973742	19,8473684	12229,4930876	115,5	1,0	1,0	1,0	26,655	9,218	NaN	0,127	NaN	0,747	NaN	NaN	0,029	0,02	NaN	NaN	0,025535	0,103082	0,089	NaN	0,254	NaN	0,252	4423,0	0,002	0,399	0,178	0,116	0,645	0,006	0,01	0,072	0,008	0,02	0,444	0,002	0,003	0,003	0,833	0,0004	0,296	0,118	0,783	0,007	0,015	0,072	0,009	0,017	0,526	0,003	0,082	6,0	57,2	0,2	8,4	0,07	2,4	24,2	5,4	57,3	0,7	6,6	0,13	2,3	25,5

Overview

Variables

Correlations

Phik (φk)

Missing values

Sample

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Last rows